deletions | additions       diff --git a/Bayesian_Optimisation_over_the_Hyperparameters__.md b/Bayesian_Optimisation_over_the_Hyperparameters__.md  index fb213f7..af15b95 100644  --- a/Bayesian_Optimisation_over_the_Hyperparameters__.md  +++ b/Bayesian_Optimisation_over_the_Hyperparameters__.md 
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In this section we are concerned with the our model hyperparameters.  ## Kernel Approximation Hyperparameters  - All features:  - **k**: number of components/dimension of feature-space.